Zero-shot hashing via transferring supervised knowledge

MM 2016 - Proceedings of the 2016 ACM Multimedia Conference

Volumn , Issue , 2016, Pages 1286-1295

  Yang, Yang ^a   Luo, Yadan ^a   Chen, Weilun ^a   Shen, Fumin ^a   Shao, Jie ^a   Shen, Heng Tao ^a,b  

^a UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA   (China)

^b UNIVERSITY OF QUEENSLAND   (Australia)

Author keywords

Discrete hashing; Semantic alignment; Supervised knowledge transfer; Zero shot hashing

Indexed keywords

BINARY CODES; BINS; CODES (SYMBOLS); HASH FUNCTIONS; KNOWLEDGE MANAGEMENT; VECTOR SPACES;

DISCRETE HASHING; KNOWLEDGE TRANSFER; LIMITED TRAINING DATA; LOCAL STRUCTURAL PROPERTIES; MULTIMEDIA APPLICATIONS; SEMANTIC ALIGNMENTS; SEMANTIC RELATIONSHIPS; ZERO-SHOT HASHING;

SEMANTICS;

EID: 84994626872     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2964284.2964319     Document Type: Conference Paper

References (36)

1. L. Cao, Z. Li, Y. Mu, and S.-F. Chang. Submodular video hashing: a unified framework towards video pooling and indexing. In ACM Multimedia, 2012.
2. G. Castañón, Y. Chen, Z. Zhang, and V. Saligrama. Efficient activity retrieval through semantic graph queries. In ACM Multimedia, 2015.
3. J. Deng, W. Dong, R. Socher, L.-J. Li, K. Li, and L. Fei-Fei. Imagenet: A large-scale hierarchical image database. In IEEE CVPR, 2009.
4. A. Farhadi, I. Endres, D. Hoiem, and D. Forsyth. Describing objects by their attributes. In IEEE CVPR, 2009.
5. A. Frome, G. S. Corrado, J. Shlens, S. Bengio, J. Dean, T. Mikolov, et al. Devise: A deep visual-semantic embedding model. In NIPS, 2013.
6. A. Gionis, P. Indyk, R. Motwani, et al. Similarity search in high dimensions via hashing. In VLDB, 1999.
7. Y. Gong and S. Lazebnik. Iterative quantization: A procrustean approach to learning binary codes. In IEEE CVPR, 2011.
8. Y. Hu, Z. Jin, H. Ren, D. Cai, and X. He. Iterative multi-view hashing for cross media indexing. In ACM Multimedia, 2014.
9. E. H. Huang, R. Socher, C. D. Manning, and A. Y. Ng. Improving word representations via global context and multiple word prototypes. In ACL, 2012.
10. D. Jayaraman and K. Grauman. Zero-shot recognition with unreliable attributes. In NIPS, 2014.
11. W.-C. Kang, W.-J. Li, and Z.-H. Zhou. Column sampling based discrete supervised hashing. In AAAI, 2016.
12. P. Kankuekul, A. Kawewong, S. Tangruamsub, and O. Hasegawa. Online incremental attribute-based zero-shot learning. In IEEE CVPR, 2012.
13. A. Krizhevsky, I. Sutskever, and G. E. Hinton. Imagenet classification with deep convolutional neural networks. In NIPS, 2012.
14. C. H. Lampert, H. Nickisch, and S. Harmeling. Attribute-based classification for zero-shot visual object categorization. IEEE TPAMI, 2014.
15. H. Larochelle, D. Erhan, and Y. Bengio. Zero-data learning of new tasks. In AAAI, 2008.
16. W. Liu, J. Wang, R. Ji, Y.-G. Jiang, and S.-F. Chang. Supervised hashing with kernels. In IEEE CVPR, 2012.
17. G. A. Miller. Wordnet: a lexical database for english. Communications of the ACM, 1995.
18. M. Norouzi and D. J. Fleet. Minimal loss hashing for compact binary codes. ICML, 2011.
19. D. Parikh and K. Grauman. Relative attributes. In IEEE ICCV, 2011.
20. S. Petrovic, M. Osborne, and V. Lavrenko. Streaming first story detection with application to twitter. In ACL, 2010.
21. B. Romera-Paredes and P. Torr. An embarrassingly simple approach to zero-shot learning. In ICML, 2015.
22. F. Shen, C. Shen, W. Liu, and H. Tao Shen. Supervised discrete hashing. In IEEE CVPR, 2015.
23. F. Shen, C. Shen, Q. Shi, A. Hengel, and Z. Tang. Inductive hashing on manifolds. In IEEE CVPR, 2013.
24. R. Socher, M. Ganjoo, C. D. Manning, and A. Ng. Zero-shot learning through cross-modal transfer. In NIPS, 2013.
25. J. Turian, L. Ratinov, and Y. Bengio. Word representations: a simple and general method for semi-supervised learning. In ACL, 2010.
26. J. Wang, J. Wang, N. Yu, and S. Li. Order preserving hashing for approximate nearest neighbor search. In ACM Multimedia, 2013.
27. Y. Weiss, A. Torralba, and R. Fergus. Spectral hashing. In NIPS, 2009.
28. Z. Wen and W. Yin. A feasible method for optimization with orthogonality constraints. Mathematical Programming, 2013.
29. F. Wu, Z. Yu, Y. Yang, S. Tang, Y. Zhang, and Y. Zhuang. Sparse multi-modal hashing. IEEE TMM, 2014.
30. T. T. Wu and K. Lange. Coordinate descent algorithms for lasso penalized regression. The Annals of Applied Statistics, 2008.
31. R. Xia, Y. Pan, H. Lai, C. Liu, and S. Yan. Supervised hashing for image retrieval via image representation learning. In AAAI, 2014.
32. Y. Yang, F. Shen, H. T. Shen, H. Li, and X. Li. Robust discrete spectral hashing for large-scale image semantic indexing. IEEE TBD, 2015.
33. Y. Yang, H. Zhang, M. Zhang, F. Shen, and X. Li. Visual coding in a semantic hierarchy. In ACM Multimedia, 2015.
34. H. Zhang, N. Zhao, X. Shang, H. Luan, and T. seng Chua. Discrete image hashing using large weakly annotated photo collections. In AAAI, 2016.
35. P. Zhang, W. Zhang, W.-J. Li, and M. Guo. Supervised hashing with latent factor models. In ACM SIGIR, 2014.
36. X. Zhu, Z. Huang, H. T. Shen, and X. Zhao. Linear cross-modal hashing for efficient multimedia search. In ACM Multimedia, 2013.